Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	8000
Missing cells	65775
Missing cells (%)	48.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	136.0 B

Variable types

NUM	8
CAT	8
BOOL	1

Warnings

`Fur Color` has a high cardinality: 344 distinct values	High cardinality
`Ranking` is highly correlated with `Rarity Score`	High correlation
`Rarity Score` is highly correlated with `Ranking`	High correlation
`Rarity` has 4385 (54.8%) missing values	Missing
`Rarity Score` has 4385 (54.8%) missing values	Missing
`Ranking` has 4385 (54.8%) missing values	Missing
`Gender` has 4385 (54.8%) missing values	Missing
`Breed` has 4385 (54.8%) missing values	Missing
`Fur Color` has 4385 (54.8%) missing values	Missing
`Eyes Color` has 4385 (54.8%) missing values	Missing
`Dominant Personality` has 4385 (54.8%) missing values	Missing
`Recessive Personality` has 4385 (54.8%) missing values	Missing
`Vitality` has 4385 (54.8%) missing values	Missing
`Intelligence` has 4385 (54.8%) missing values	Missing
`Robustness` has 4385 (54.8%) missing values	Missing
`Obedience` has 4385 (54.8%) missing values	Missing
`Friendliness` has 4385 (54.8%) missing values	Missing
`Bonding` has 4385 (54.8%) missing values	Missing
`Id` has unique values	Unique

Reproduction

Analysis started	2022-03-06 02:26:58.742086
Analysis finished	2022-03-06 02:27:14.713347
Duration	15.97 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Id
Real number (ℝ_≥0)

UNIQUE

Distinct	8000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4000.5
Minimum	1
Maximum	8000
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	1
5-th percentile	400.95
Q1	2000.75
median	4000.5
Q3	6000.25
95-th percentile	7600.05
Maximum	8000
Range	7999
Interquartile range (IQR)	3999.5

Descriptive statistics

Standard deviation	2309.54541
Coefficient of variation (CV)	0.5773141882
Kurtosis	-1.2
Mean	4000.5
Median Absolute Deviation (MAD)	2000
Skewness	0
Sum	32004000
Variance	5334000
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
661	1	< 0.1%
6830	1	< 0.1%
685	1	< 0.1%
2732	1	< 0.1%
4775	1	< 0.1%
6822	1	< 0.1%
677	1	< 0.1%
2724	1	< 0.1%
4767	1	< 0.1%
Other values (7990)	7990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
8000	1	< 0.1%
7999	1	< 0.1%
7998	1	< 0.1%
7997	1	< 0.1%
7996	1	< 0.1%

Reveal Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	62.5 KiB

2	3615
0	3511
1	874

Frequencies
Length

Value	Count	Frequency (%)
2	3615	45.2%
0	3511	43.9%
1	874	10.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Rarity
Categorical

MISSING

Distinct	4
Distinct (%)	0.1%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Bronze	2129
Silver	1109
Gold	294
Diamond	83

Frequencies
Length

Value	Count	Frequency (%)
Bronze	2129	26.6%
Silver	1109	13.9%
Gold	294	3.7%
Diamond	83	1.0%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	3
Mean length	4.2925
Min length	3

Rarity Score
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	79
Distinct (%)	2.2%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	51.22655602
Minimum	20
Maximum	98
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	20
5-th percentile	31
Q1	40
median	48
Q3	61
95-th percentile	81
Maximum	98
Range	78
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.2515837
Coefficient of variation (CV)	0.2977280709
Kurtosis	0.01898083944
Mean	51.22655602
Median Absolute Deviation (MAD)	9
Skewness	0.6927943265
Sum	185184
Variance	232.6108054
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	126	1.6%
44	123	1.5%
46	117	1.5%
38	117	1.5%
43	116	1.5%
45	113	1.4%
41	112	1.4%
39	107	1.3%
48	104	1.3%
42	101	1.3%
Other values (69)	2479	31.0%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	7	0.1%
21	5	0.1%
22	8	0.1%
23	8	0.1%
24	9	0.1%

Value	Count	Frequency (%)
98	1	< 0.1%
97	4	0.1%
96	2	< 0.1%
95	7	0.1%
94	12	0.1%

Ranking
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	79
Distinct (%)	2.2%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	3868.074412
Minimum	1
Maximum	7983
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	1
5-th percentile	353
Q1	1834
median	3840
Q3	5887
95-th percentile	7478
Maximum	7983
Range	7982
Interquartile range (IQR)	4053

Descriptive statistics

Standard deviation	2292.619734
Coefficient of variation (CV)	0.5927031102
Kurtosis	-1.183530411
Mean	3868.074412
Median Absolute Deviation (MAD)	2006
Skewness	0.05720686741
Sum	13983089
Variance	5256105.247
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4072	126	1.6%
4869	123	1.5%
4336	117	1.5%
6353	117	1.5%
5111	116	1.5%
4599	113	1.4%
5628	112	1.4%
6122	107	1.3%
3840	104	1.3%
5366	101	1.3%
Other values (69)	2479	31.0%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	4	0.1%
7	2	< 0.1%
16	7	0.1%
35	12	0.1%

Value	Count	Frequency (%)
7983	7	0.1%
7967	5	0.1%
7950	8	0.1%
7926	8	0.1%
7900	9	0.1%

Gender
Categorical

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Male	1837
Female	1778

Frequencies
Length

Value	Count	Frequency (%)
Male	1837	23.0%
Female	1778	22.2%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.896375
Min length	3

Breed
Categorical

MISSING

Distinct	10
Distinct (%)	0.3%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

German Shepherd	383
Border Collie	383
Labrador	376
Toy Poodle	366
Pomeranian Spitz	363
Other values (5)	1744

Frequencies
Length

Value	Count	Frequency (%)
German Shepherd	383	4.8%
Border Collie	383	4.8%
Labrador	376	4.7%
Toy Poodle	366	4.6%
Pomeranian Spitz	363	4.5%
French Bulldog	358	4.5%
Shiba Inu	358	4.5%
Golden Retriever	349	4.4%
Rottweiler	341	4.3%
Husky	338	4.2%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	3
Mean length	6.909125
Min length	3

Fur Color
Categorical

HIGH CARDINALITY
MISSING

Distinct	344
Distinct (%)	9.5%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Black & white #2	47
Black & white #3	42
Black & white #11	39
Black & white #1	39
Black & white #7	39
Other values (339)	3409

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Black & white #2	47	0.6%
Black & white #3	42	0.5%
Black & white #11	39	0.5%
Black & white #1	39	0.5%
Black & white #7	39	0.5%
Black & white #8	37	0.5%
Black & white #4	37	0.5%
Black #8	36	0.4%
Black & white #12	35	0.4%
Black #7	34	0.4%
Other values (334)	3230	40.4%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	36 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	27
Median length	3
Mean length	7.099625
Min length	3

Eyes Color
Categorical

MISSING

Distinct	45
Distinct (%)	1.2%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Brown #3	322
Brown #4	295
Brown #5	290
Brown #1	286
Brown #2	267
Other values (40)	2155

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Brown #3	322	4.0%
Brown #4	295	3.7%
Brown #5	290	3.6%
Brown #1	286	3.6%
Brown #2	267	3.3%
Black #3	188	2.4%
Black #4	183	2.3%
Black #1	175	2.2%
Black #5	173	2.2%
Black #2	162	2.0%
Other values (35)	1274	15.9%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	16
Median length	3
Mean length	5.496625
Min length	3

Dominant Personality
Categorical

MISSING

Distinct	30
Distinct (%)	0.8%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Playful	210
Funny	193
Talkative	193
Naive	193
Shy	191
Other values (25)	2635

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Playful	210	2.6%
Funny	193	2.4%
Talkative	193	2.4%
Naive	193	2.4%
Shy	191	2.4%
Charming	190	2.4%
Stubborn	185	2.3%
Lazy	178	2.2%
Needy	176	2.2%
Foodie	175	2.2%
Other values (20)	1731	21.6%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	3
Mean length	4.6105
Min length	3

Recessive Personality
Categorical

MISSING

Distinct	30
Distinct (%)	0.8%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

Needy	202
Gentle	199
Devoted	195
Foodie	189
Lazy	189
Other values (25)	2641

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Needy	202	2.5%
Gentle	199	2.5%
Devoted	195	2.4%
Foodie	189	2.4%
Lazy	189	2.4%
Talkative	189	2.4%
Funny	188	2.4%
Shy	187	2.3%
Naive	180	2.2%
Jolly	180	2.2%
Other values (20)	1717	21.5%
(Missing)	4385	54.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	3
Mean length	4.566875
Min length	3

Vitality
Real number (ℝ_≥0)

MISSING

Distinct	12
Distinct (%)	0.3%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	6.169571231
Minimum	3
Maximum	14
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	4
median	6
Q3	8
95-th percentile	11
Maximum	14
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.347215899
Coefficient of variation (CV)	0.3804504092
Kurtosis	0.01111690627
Mean	6.169571231
Median Absolute Deviation (MAD)	2
Skewness	0.7166468694
Sum	22303
Variance	5.509422478
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	650	8.1%
6	589	7.4%
4	561	7.0%
7	440	5.5%
3	424	5.3%
8	325	4.1%
9	294	3.7%
10	126	1.6%
11	98	1.2%
12	68	0.9%
Other values (2)	40	0.5%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	424	5.3%
4	561	7.0%
5	650	8.1%
6	589	7.4%
7	440	5.5%

Value	Count	Frequency (%)
14	3	< 0.1%
13	37	0.5%
12	68	0.9%
11	98	1.2%
10	126	1.6%

Intelligence
Real number (ℝ_≥0)

MISSING

Distinct	13
Distinct (%)	0.4%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	5.925587828
Minimum	3
Maximum	15
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	4
median	5
Q3	8
95-th percentile	12
Maximum	15
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.702300928
Coefficient of variation (CV)	0.4560393005
Kurtosis	0.08110590641
Mean	5.925587828
Median Absolute Deviation (MAD)	2
Skewness	0.894341653
Sum	21421
Variance	7.302430306
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3	826	10.3%
4	542	6.8%
5	526	6.6%
6	468	5.9%
7	333	4.2%
8	278	3.5%
9	223	2.8%
10	128	1.6%
12	109	1.4%
11	104	1.3%
Other values (3)	78	1.0%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	826	10.3%
4	542	6.8%
5	526	6.6%
6	468	5.9%
7	333	4.2%

Value	Count	Frequency (%)
15	1	< 0.1%
14	27	0.3%
13	50	0.6%
12	109	1.4%
11	104	1.3%

Robustness
Real number (ℝ_≥0)

MISSING

Distinct	11
Distinct (%)	0.3%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	5.25670816
Minimum	3
Maximum	13
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	4
Q3	7
95-th percentile	11
Maximum	13
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.487699392
Coefficient of variation (CV)	0.4732428196
Kurtosis	0.03190614034
Mean	5.25670816
Median Absolute Deviation (MAD)	1
Skewness	1.060492019
Sum	19003
Variance	6.188648264
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	1171	14.6%
4	703	8.8%
5	529	6.6%
6	299	3.7%
8	192	2.4%
7	191	2.4%
9	174	2.2%
10	166	2.1%
11	141	1.8%
12	48	0.6%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1171	14.6%
4	703	8.8%
5	529	6.6%
6	299	3.7%
7	191	2.4%

Value	Count	Frequency (%)
13	1	< 0.1%
12	48	0.6%
11	141	1.8%
10	166	2.1%
9	174	2.2%

Obedience
Real number (ℝ_≥0)

MISSING

Distinct	12
Distinct (%)	0.3%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	6.316182573
Minimum	3
Maximum	14
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	4
median	6
Q3	8
95-th percentile	11
Maximum	14
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.569972799
Coefficient of variation (CV)	0.4068870349
Kurtosis	-0.8679466779
Mean	6.316182573
Median Absolute Deviation (MAD)	2
Skewness	0.3464226647
Sum	22833
Variance	6.604760188
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	688	8.6%
4	437	5.5%
8	428	5.3%
5	425	5.3%
6	410	5.1%
7	408	5.1%
9	346	4.3%
10	262	3.3%
11	135	1.7%
12	53	0.7%
Other values (2)	23	0.3%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	688	8.6%
4	437	5.5%
5	425	5.3%
6	410	5.1%
7	408	5.1%

Value	Count	Frequency (%)
14	2	< 0.1%
13	21	0.3%
12	53	0.7%
11	135	1.7%
10	262	3.3%

Friendliness
Real number (ℝ_≥0)

MISSING

Distinct	13
Distinct (%)	0.4%
Missing	4385
Missing (%)	54.8%
Infinite	0
Infinite (%)	0.0%

Mean	5.146334716
Minimum	3
Maximum	15
Zeros	0
Zeros (%)	0.0%
Memory size	62.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	4
Q3	7
95-th percentile	11
Maximum	15
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.863409068
Coefficient of variation (CV)	0.5563977522
Kurtosis	0.4456027655
Mean	5.146334716
Median Absolute Deviation (MAD)	1
Skewness	1.241612757
Sum	18604
Variance	8.199111493
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3	1759	22.0%
4	370	4.6%
5	311	3.9%
6	225	2.8%
7	196	2.5%
8	177	2.2%
10	162	2.0%
9	142	1.8%
11	115	1.4%
12	95	1.2%
Other values (3)	63	0.8%
(Missing)	4385	54.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1759	22.0%
4	370	4.6%
5	311	3.9%
6	225	2.8%
7	196	2.5%

Value	Count	Frequency (%)
15	4	0.1%
14	24	0.3%
13	35	0.4%
12	95	1.2%
11	115	1.4%

Bonding
Boolean

MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	4385
Missing (%)	54.8%
Memory size	62.5 KiB

1	3615
(Missing)	4385

Common Values
Chart

Value	Count	Frequency (%)
1	3615	45.2%
(Missing)	4385	54.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Id	Reveal Status	Rarity	Rarity Score	Ranking	Gender	Breed	Fur Color	Eyes Color	Dominant Personality	Recessive Personality	Vitality	Intelligence	Robustness	Obedience	Friendliness	Bonding
0	1	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
1	2	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
2	3	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
3	4	1	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
4	5	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
5	6	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
6	7	2	Bronze	36.0	6766.0	Female	Husky	Black & white #11	Brown #3	Naive	Devoted	5.0	5.0	5.0	5.0	3.0	1.0
7	8	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
8	9	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
9	10	2	Bronze	50.0	3431.0	Female	Husky	Black & white #9	Green #4	Funny	Serious	7.0	5.0	9.0	5.0	3.0	1.0

Last rows

	Id	Reveal Status	Rarity	Rarity Score	Ranking	Gender	Breed	Fur Color	Eyes Color	Dominant Personality	Recessive Personality	Vitality	Intelligence	Robustness	Obedience	Friendliness	Bonding
7990	7991	2	Diamond	94.0	35.0	Female	German Shepherd	Silver #9	Brown #5	Serious	Independent	5.0	10.0	3.0	12.0	3.0	1.0
7991	7992	2	Silver	47.0	4072.0	Female	Shiba Inu	Red #9	Brown #3	Talkative	Gentle	6.0	8.0	11.0	3.0	3.0	1.0
7992	7993	2	Bronze	43.0	5111.0	Female	Labrador	Sand #8	Brown #3	Excentric	Talkative	3.0	4.0	3.0	4.0	9.0	1.0
7993	7994	2	Gold	77.0	611.0	Female	Husky	Black & white #5	Brown #5	Stubborn	Jolly	7.0	8.0	9.0	3.0	3.0	1.0
7994	7995	2	Bronze	42.0	5366.0	Male	Husky	Black & white #11	Blue & brown #3	Independent	Needy	5.0	6.0	4.0	4.0	3.0	1.0
7995	7996	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
7996	7997	2	Bronze	43.0	5111.0	Female	Golden Retriever	Sand #8	Black #4	Fashionista	Jolly	6.0	4.0	3.0	5.0	8.0	1.0
7997	7998	0	None	NaN	NaN	None	None	None	None	None	None	NaN	NaN	NaN	NaN	NaN	NaN
7998	7999	2	Bronze	39.0	6122.0	Female	Shiba Inu	Black & tan #9	Black #5	Talkative	Independent	9.0	11.0	8.0	3.0	3.0	1.0
7999	8000	2	Bronze	40.0	5887.0	Female	French Bulldog	Black & white #3	Brown #4	Stubborn	Adventurer	8.0	3.0	3.0	8.0	13.0	1.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows